{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
    "from vnpy.trader.app.ctaStrategy.strategy.strategyBollChannel import BollChannelStrategy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 创建回测引擎对象\n",
    "engine = BacktestingEngine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 设置回测使用的数据\n",
    "engine.setBacktestingMode(engine.BAR_MODE)    # 设置引擎的回测模式为K线\n",
    "engine.setDatabase(MINUTE_DB_NAME, 'rb0000')  # 设置使用的历史数据库\n",
    "engine.setStartDate('20110101')               # 设置回测用的数据起始日期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 配置回测引擎参数\n",
    "engine.setSlippage(1)      # 设置滑点为1跳\n",
    "engine.setRate(1/10000)    # 设置手续费万1\n",
    "engine.setSize(10)         # 设置合约大小 \n",
    "engine.setPriceTick(1)     # 设置最小价格变动   \n",
    "engine.setCapital(30000)   # 设置回测本金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 在引擎中创建策略对象\n",
    "d = {}                                         # 策略参数配置\n",
    "engine.initStrategy(BollChannelStrategy, d)    # 创建策略对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-10-09 13:17:45.620000\t开始载入数据\n",
      "2017-10-09 13:17:45.810000\t载入完成，数据量：448128\n",
      "2017-10-09 13:17:45.810000\t开始回测\n",
      "2017-10-09 13:17:45.817000\t策略初始化完成\n",
      "2017-10-09 13:17:45.817000\t策略启动完成\n",
      "2017-10-09 13:17:45.817000\t开始回放数据\n",
      "2017-10-09 13:18:06.398000\t数据回放结束\n"
     ]
    }
   ],
   "source": [
    "# 运行回测\n",
    "engine.runBacktesting()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2017-10-09 13:18:06.404000\t计算按日统计结果\n",
      "2017-10-09 13:18:06.447000\t------------------------------\n",
      "2017-10-09 13:18:06.447000\t首个交易日：\t2011-01-11\n",
      "2017-10-09 13:18:06.447000\t最后交易日：\t2017-10-09\n",
      "2017-10-09 13:18:06.447000\t总交易日：\t1638\n",
      "2017-10-09 13:18:06.447000\t盈利交易日\t702\n",
      "2017-10-09 13:18:06.447000\t亏损交易日：\t728\n",
      "2017-10-09 13:18:06.447000\t起始资金：\t30000\n",
      "2017-10-09 13:18:06.447000\t结束资金：\t76,760.0\n",
      "2017-10-09 13:18:06.447000\t总收益率：\t155.87\n",
      "2017-10-09 13:18:06.447000\t总盈亏：\t46,760.0\n",
      "2017-10-09 13:18:06.447000\t最大回撤: \t-6,300.0\n",
      "2017-10-09 13:18:06.447000\t总手续费：\t0.0\n",
      "2017-10-09 13:18:06.447000\t总滑点：\t7,930.0\n",
      "2017-10-09 13:18:06.447000\t总成交金额：\t24,882,330.0\n",
      "2017-10-09 13:18:06.447000\t总成交笔数：\t793.0\n",
      "2017-10-09 13:18:06.447000\t日均盈亏：\t28.55\n",
      "2017-10-09 13:18:06.447000\t日均手续费：\t0.0\n",
      "2017-10-09 13:18:06.447000\t日均滑点：\t4.84\n",
      "2017-10-09 13:18:06.447000\t日均成交金额：\t15,190.68\n",
      "2017-10-09 13:18:06.447000\t日均成交笔数：\t0.48\n",
      "2017-10-09 13:18:06.447000\t日均收益率：\t0.06%\n",
      "2017-10-09 13:18:06.447000\t收益标准差：\t0.71%\n",
      "2017-10-09 13:18:06.447000\tSharpe Ratio：\t1.26\n"
     ]
    },
    {
     "data": {
      "image/png": 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v3jHCw3MJDHQ455xj9Ot3CJer+Khow4YatGx5jEWL6vDEE6EAuFx5PPdcFlde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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f0e910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示逐日回测结果\n",
    "engine.showDailyResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 显示逐笔回测结果\n",
    "engine.showBacktestingResult()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 显示前10条成交记录\n",
    "for i in range(10):\n",
    "    d = engine.tradeDict[str(i+1)].__dict__\n",
    "    print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
